| Number of Variables | 17 |
|---|---|
| Number of Rows | 45211 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 29.2 MB |
| Average Row Size in Memory | 677.2 B |
| Variable Types |
|
| balance is skewed | Skewed |
|---|---|
| duration is skewed | Skewed |
| campaign is skewed | Skewed |
| pdays is skewed | Skewed |
| previous is skewed | Skewed |
| month has constant length 3 | Constant Length |
| balance has 3766 (8.33%) negatives | Negatives |
| pdays has 36954 (81.74%) negatives | Negatives |
| balance has 3514 (7.77%) zeros | Zeros |
| previous has 36954 (81.74%) zeros | Zeros |
numerical
| Approximate Distinct Count | 77 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 723376 |
| Mean | 40.9362 |
| Minimum | 18 |
| Maximum | 95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 18 |
|---|---|
| 5-th Percentile | 27 |
| Q1 | 33 |
| Median | 39 |
| Q3 | 48 |
| 95-th Percentile | 59 |
| Maximum | 95 |
| Range | 77 |
| IQR | 15 |
| Mean | 40.9362 |
|---|---|
| Standard Deviation | 10.6188 |
| Variance | 112.7581 |
| Sum | 1.8508e+06 |
| Skewness | 0.6848 |
| Kurtosis | 0.3194 |
| Coefficient of Variation | 0.2594 |
categorical
| Approximate Distinct Count | 12 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 3367566 |
| Mean | 9.4855 |
|---|---|
| Standard Deviation | 1.8211 |
| Median | 10 |
| Minimum | 6 |
| Maximum | 13 |
| 1st row | management |
|---|---|
| 2nd row | technician |
| 3rd row | entrepreneur |
| 4th row | blue-collar |
| 5th row | unknown |
| Count | 412369 |
|---|---|
| Lowercase Letter | 412369 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 11311 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 3247609 |
| Mean | 6.8323 |
|---|---|
| Standard Deviation | 0.6082 |
| Median | 7 |
| Minimum | 6 |
| Maximum | 8 |
| 1st row | married |
|---|---|
| 2nd row | single |
| 3rd row | married |
| 4th row | married |
| 5th row | single |
| Count | 308894 |
|---|---|
| Lowercase Letter | 308894 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 3314897 |
| Mean | 8.3206 |
|---|---|
| Standard Deviation | 0.7766 |
| Median | 9 |
| Minimum | 7 |
| Maximum | 9 |
| 1st row | tertiary |
|---|---|
| 2nd row | secondary |
| 3rd row | secondary |
| 4th row | unknown |
| 5th row | unknown |
| Count | 376182 |
|---|---|
| Lowercase Letter | 376182 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 3029952 |
| Mean | 2.018 |
|---|---|
| Standard Deviation | 0.133 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
| Count | 91237 |
|---|---|
| Lowercase Letter | 91237 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 7168 |
|---|---|
| Approximate Unique (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 723376 |
| Mean | 1362.2721 |
| Minimum | -8019 |
| Maximum | 102127 |
| Zeros | 3514 |
| Zeros (%) | 7.8% |
| Negatives | 3766 |
| Negatives (%) | 8.3% |
| Minimum | -8019 |
|---|---|
| 5-th Percentile | -172 |
| Q1 | 72 |
| Median | 448 |
| Q3 | 1428 |
| 95-th Percentile | 5768 |
| Maximum | 102127 |
| Range | 110146 |
| IQR | 1356 |
| Mean | 1362.2721 |
|---|---|
| Standard Deviation | 3044.7658 |
| Variance | 9.2706e+06 |
| Sum | 6.159e+07 |
| Skewness | 8.36 |
| Kurtosis | 140.7358 |
| Coefficient of Variation | 2.2351 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 3054267 |
| Mean | 2.5558 |
|---|---|
| Standard Deviation | 0.4969 |
| Median | 3 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | yes |
|---|---|
| 2nd row | yes |
| 3rd row | yes |
| 4th row | yes |
| 5th row | no |
| Count | 115552 |
|---|---|
| Lowercase Letter | 115552 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 3036381 |
| Mean | 2.1602 |
|---|---|
| Standard Deviation | 0.3668 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | yes |
| 4th row | no |
| 5th row | no |
| Count | 97666 |
|---|---|
| Lowercase Letter | 97666 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 3290289 |
| Mean | 7.7763 |
|---|---|
| Standard Deviation | 0.5497 |
| Median | 8 |
| Minimum | 7 |
| Maximum | 9 |
| 1st row | unknown |
|---|---|
| 2nd row | unknown |
| 3rd row | unknown |
| 4th row | unknown |
| 5th row | unknown |
| Count | 351574 |
|---|---|
| Lowercase Letter | 351574 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 31 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 723376 |
| Mean | 15.8064 |
| Minimum | 1 |
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 3 |
| Q1 | 8 |
| Median | 16 |
| Q3 | 21 |
| 95-th Percentile | 29 |
| Maximum | 31 |
| Range | 30 |
| IQR | 13 |
| Mean | 15.8064 |
|---|---|
| Standard Deviation | 8.3225 |
| Variance | 69.2636 |
| Sum | 714624 |
| Skewness | 0.09308 |
| Kurtosis | -1.0599 |
| Coefficient of Variation | 0.5265 |
categorical
| Approximate Distinct Count | 12 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 3074348 |
| Mean | 3 |
|---|---|
| Standard Deviation | 0 |
| Median | 3 |
| Minimum | 3 |
| Maximum | 3 |
| 1st row | may |
|---|---|
| 2nd row | may |
| 3rd row | may |
| 4th row | may |
| 5th row | may |
| Count | 135633 |
|---|---|
| Lowercase Letter | 135633 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 1573 |
|---|---|
| Approximate Unique (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 723376 |
| Mean | 258.1631 |
| Minimum | 0 |
| Maximum | 4918 |
| Zeros | 3 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 35 |
| Q1 | 103 |
| Median | 180 |
| Q3 | 319 |
| 95-th Percentile | 751 |
| Maximum | 4918 |
| Range | 4918 |
| IQR | 216 |
| Mean | 258.1631 |
|---|---|
| Standard Deviation | 257.5278 |
| Variance | 66320.5741 |
| Sum | 1.1672e+07 |
| Skewness | 3.1442 |
| Kurtosis | 18.1518 |
| Coefficient of Variation | 0.9975 |
numerical
| Approximate Distinct Count | 48 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 723376 |
| Mean | 2.7638 |
| Minimum | 1 |
| Maximum | 63 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 3 |
| 95-th Percentile | 8 |
| Maximum | 63 |
| Range | 62 |
| IQR | 2 |
| Mean | 2.7638 |
|---|---|
| Standard Deviation | 3.098 |
| Variance | 9.5977 |
| Sum | 124956 |
| Skewness | 4.8985 |
| Kurtosis | 39.2452 |
| Coefficient of Variation | 1.1209 |
numerical
| Approximate Distinct Count | 559 |
|---|---|
| Approximate Unique (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 723376 |
| Mean | 40.1978 |
| Minimum | -1 |
| Maximum | 871 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 36954 |
| Negatives (%) | 81.7% |
| Minimum | -1 |
|---|---|
| 5-th Percentile | -1 |
| Q1 | -1 |
| Median | -1 |
| Q3 | -1 |
| 95-th Percentile | 317 |
| Maximum | 871 |
| Range | 872 |
| IQR | 0 |
| Mean | 40.1978 |
|---|---|
| Standard Deviation | 100.1287 |
| Variance | 10025.7658 |
| Sum | 1.8174e+06 |
| Skewness | 2.6156 |
| Kurtosis | 6.9343 |
| Coefficient of Variation | 2.4909 |
numerical
| Approximate Distinct Count | 41 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 723376 |
| Mean | 0.5803 |
| Minimum | 0 |
| Maximum | 275 |
| Zeros | 36954 |
| Zeros (%) | 81.7% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 3 |
| Maximum | 275 |
| Range | 275 |
| IQR | 0 |
| Mean | 0.5803 |
|---|---|
| Standard Deviation | 2.3034 |
| Variance | 5.3058 |
| Sum | 26237 |
| Skewness | 41.8451 |
| Kurtosis | 4506.3621 |
| Coefficient of Variation | 3.9692 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 3251512 |
| Mean | 6.9186 |
|---|---|
| Standard Deviation | 0.3952 |
| Median | 7 |
| Minimum | 5 |
| Maximum | 7 |
| 1st row | unknown |
|---|---|
| 2nd row | unknown |
| 3rd row | unknown |
| 4th row | unknown |
| 5th row | unknown |
| Count | 312797 |
|---|---|
| Lowercase Letter | 312797 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 3034426 |
| Mean | 2.117 |
|---|---|
| Standard Deviation | 0.3214 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
| Count | 95711 |
|---|---|
| Lowercase Letter | 95711 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |